Advancing Healthcare With Collective Intelligence

Advancing Healthcare With Collective Intelligence

Our platform harnesses collective clinical intelligence to power medical AI testing and validation

Powered by Clinical Experts

A platform built on a network of hundreds of clinical experts and growing.  

Continuous Testing

Leveraging our expertise in behavioral economics, our clinician panel is incentivized to test and validate AI models or provide expert second opinions.

Human Evaluation at Scale

With short input times, our platform can provide real-world expert assessments of AI outputs at scale.

Our platform harnesses collective clinical intelligence to power medical AI testing and validation

Powered by Clinical Experts

A platform built on a network of hundreds of clinical experts and growing.

Continuous Testing

Leveraging our expertise in behavioral economics, our clinician panel is incentivized to test and validate AI models or provide expert second opinions.

Human Evaluation at Scale

With short input times, our platform can provide real-world expert assessments of AI outputs at scale.

Our Partners

Scaling Human Intelligence

Collective Good’s platform harnesses our verified-clinician network to provide consensus assessments of medical AI performance.

1. Case Curation

AI-sample cases and Clinician evaluation cases comprises of our review dataset, enabling assessment of both the AI and the individual crowd members.

2. Expert Matching

Cases are directed to clinicians with matching expertise profiles and verified performance. 

 

 

3. Consensus Optimization

Our aggregation engine determines the crowd consensus on individual cases. 

4. Feedback

Consolidation of AI case-level review results to overall assessment metrics, rationales, and recommendations.